# FullEnrich API + MCP vs People Data Labs (slim)

> People Data Labs scores 64.2 (B) on agent readiness against FullEnrich API + MCP's 59.6 (C), and leads in 4 of 7 scored categories. FullEnrich API + MCP leads on security & auth and payments & pricing. Both do lead search. Category scores, facts, verdicts and agent notes side by…

- Full: https://www.anchorterminal.com/compare/fullenrich-vs-people-data-labs.md (~2,500 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/fullenrich-vs-people-data-labs.json · canonical https://www.anchorterminal.com/compare/fullenrich-vs-people-data-labs
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

People Data Labs scores 64.2 (B) on agent readiness against FullEnrich API + MCP's 59.6 (C), and leads in 4 of 7 scored categories. FullEnrich API + MCP leads on security & auth and payments & pricing. Both do lead search.

- FullEnrich API + MCP: C 59.6, rank #491 of 842 · https://www.anchorterminal.com/tools/fullenrich.min.md
- People Data Labs: B 64.2, rank #326 of 842 · https://www.anchorterminal.com/tools/people-data-labs.min.md
- FullEnrich API + MCP, good for Maximising find rate on known contacts, especially mobiles, without a long-term contract. Ahead on Security & auth, 55 against 43; Payments & pricing, 40 against 35. Also Free to start without a card.
- People Data Labs, good for Products and pipelines that enrich or search person and company records at volume and can write Elasticsearch or SQL queries. Ahead on Reliability, 78 against 60; Agent ergonomics, 77 against 60; Maintenance & community, 79 against 68.

| Category | FullEnrich API + MCP | People Data Labs |
| --- | --- | --- |
| Reliability (16%) | 60 | 78 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 72 | 70 |
| Agent ergonomics (13%) | 60 | 77 |
| Security & auth (14%) | 55 | 43 |
| Payments & pricing (10%) | 40 | 35 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 68 | 79 |
| Transparency & trust (7%) | 64 | 67 |

| Fact (where they differ) | FullEnrich API + MCP | People Data Labs |
| --- | --- | --- |
| Vendor | FullEnrich | People Data Labs, Inc. |
| Hosted endpoint | `https://app.fullenrich.com/api/v2` | `https://api.peopledatalabs.com/v5` |
| Transports | HTTP, Streamable HTTP | HTTP |
| Auth | OAuth or key | API key |
| Licence | none | Proprietary service under the Services Subscription Agreement. The Python and JavaScript SDKs are MIT |
| Tools exposed | 13 | none |
| MCP registry | `io.github.FullEnrich/fullenrich` | not listed |
| Last release | 2026-08-27 | 2026-09-16 |
| Terms last updated | 2026-08-20 | couldn't be read |
| Privacy policy last updated | 2026-08-20 | couldn't be read |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | not found in the text | couldn't be read |
| Terms restrict benchmarking | yes | couldn't be read |
| Terms or service can change without notice | not found in the text | couldn't be read |
| Arbitration or class-action waiver | yes | couldn't be read |
| Popularity | none | 40 stars, 133k npm/wk, 30k PyPI/wk |
| Agent reviews | 3.5/5 (2) | none |